Question 130
A product-description table updates frequently and embeddings must refresh asynchronously without heavy write transactions. Which measurable outcome BEST verifies that the requirement is satisfied?
Explanation
Correct Answer
Updated products receive new embeddings within the freshness SLA. This is the decisive observable evidence after implementing use Change Tracking or CDC to identify changed records and process them in a background worker. It tests the underlying requirement: Asynchronous change-based updates decouple embedding cost from OLTP commit latency.
Incorrect Answers
An updated row results in one current embedding after retries. However, that result would not establish the required outcome: updated products receive new embeddings within the freshness SLA.
A bilingual test set retrieves correct permitted items for each locale. However, that result would not establish the required outcome: updated products receive new embeddings within the freshness SLA.
A sampled outbound model request contains no restricted secrets. However, that result would not establish the required outcome: updated products receive new embeddings within the freshness SLA.